Datasets:

agentlans
/

stock-photos-asian-people

image imagewidth (px) 512 512	caption stringlengths 36 583
	A white sign with green trim and a blue crest reads "Rannood Hall" in front of a large archway surrounded by trees.
	A wooden dock extends into a turquoise lagoon, leading to a thatched-roof hut on stilts. The sky is clear with a few scattered clouds, and palm trees frame the scene.
	A modern kitchen with dark wood cabinets and a large island featuring a granite countertop. The island has a built-in sink and is equipped with a dishwasher. Above the island, there are two pendant lights providing illumination. The kitchen also includes stainless steel appliances, including a refrigerator and a dishwasher. The floor is tiled in light-colored tiles, and the walls are painted in a neutral color. There is a window on the right side of the image, allowing natural light to enter the room.
	A person is sitting at a desk with a computer setup, including a keyboard and monitor. In front of them, there is a bowl filled with sliced bananas.
	Two baseball players from the San Diego Padres stand on the field, with one player's arm around the other's shoulder.
	A modern building with a flat roof and wooden accents sits on a grassy area near a road, surrounded by lush greenery and trees.
	A modern office setup featuring two black office chairs facing a white desk with a laptop and keyboard. Above the desk is a mounted flat-screen TV displaying blue text on a dark background. The room has white walls and a blue carpeted floor.
	A green cart filled with various snacks, including corn and cheese sticks, is positioned in front of a chalkboard menu displaying Japanese text and prices.
	A neatly organized home office features a wooden desk with a chair, flanked by bookshelves filled with books and a radiator on the left wall. The room has a window allowing natural light to enter.
	A winding road hugs the side of a mountain, with a river flowing alongside it and snow-capped mountains in the distance under a blue sky.
	A person in traditional attire stands in a sunlit courtyard with intricate stone columns and arches, under a clear blue sky.
	A small waterfall flows into a rectangular pool in a landscaped garden area with green grass and trees.
	A cozy bedroom features a white wooden bed with a decorative headboard, adorned with a blue mattress and gray and white pillows. The bed is flanked by two matching white nightstands, each holding a lamp with a white lampshade and a small decorative item. The room has a neutral color palette with light gray walls and a wooden floor, complemented by a beige area rug.
	Two individuals in life jackets are riding a white submarine-like vehicle on choppy blue waters. In the background, another boat is visible on the horizon.
	A modern kitchenette with a digital menu board displaying options like "Burger" and "Hot Dogs," accompanied by shelves stocked with condiments and a display of pastries.
	A young man in a suit plays an electric guitar in a classroom setting with desks and chairs around him.
	A woman sits at a desk in an office setting, working on a laptop with a blue folder open in front of her. The desk is equipped with various office supplies and a printer.
	An aerial view of a luxurious island resort with a large swimming pool and lush greenery, surrounded by the ocean.
	A modern kitchen with white cabinets, stainless steel appliances, and a window above the sink.
	A modern bathroom with a large mirror above two sinks, wooden cabinets, and a stool.
	A vintage suitcase sits on a rock near a serene pool with a small waterfall and lush greenery surrounding it.
	Four individuals stand behind a table set with plates of food and drinks, with a large mirror reflecting their image in the background.
	An outdoor kitchen with a blue stove and dishwasher, white cabinets, and blue stools.
	A kitchen scene featuring a plate of food on a green countertop, with a red maple leaf-themed towel hanging above a sink and a microwave oven to the right.
	A nurse in white scrubs and a stethoscope stands beside a patient's bed in a hospital room, preparing medical equipment.
	A red and white archway with the number 45 on either side, leading to a building with a blue crest above the entrance.
	A modern living room with a red couch, a flat-screen TV on a wooden stand, and a ceiling fan. The room features a large sliding glass door leading to a balcony overlooking the ocean.
	A two-story house with a large deck and a well-maintained lawn in front of it.
	A street scene with palm trees, a pineapple on a pole, and a sign advertising a sale.
	A pyramid with a pool and lounge chairs in front of it.
	A muddy area next to train tracks with a building and trees in the background.
	A large red cargo ship with containers on deck is sailing in the ocean, with other ships and industrial structures visible in the background.
	A person wearing a face mask sits in a car, holding a piece of paper with text and a barcode.
	The image is divided into two main sections: the top half features a soccer field with green grass and white lines marking the boundaries, while the bottom half shows a stadium filled with spectators. The text in the image appears to be in Chinese and includes various categories or options, such as "足球" (football), "比赛规则", "裁判员", and "4-0-2-1-1-1-1-1-1-1-1-1-1-1-
	A modern pharmacy with glass display cases and shelves stocked with various medications.
	A computer screen displaying a grid of blue squares with some highlighted in yellow, indicating a coding or data entry interface.
	A large, empty room with a stage and a view of a cityscape through large windows.
	Five women stand in a row, each holding a suitcase of different colors: white, light blue, beige, light blue, and pink. They are dressed in matching outfits with white tops and blue skirts or dresses. The background features green foliage and a white railing.
	A group of people wearing red shirts and helmets are standing next to a row of bicycles on a sidewalk. One person is holding a bicycle with a red frame and black wheels. The background features trees and buildings.
	A modern office space with large windows, comfortable seating, and a variety of workstations.
	A woman sits at a desk with a medical device in front of her, writing on a form with a pen.
	A brick pathway winds through a lush green lawn, bordered by trees and bushes, leading to a house with a brown roof and white walls.
	A serene golf course with a lake in the foreground and lush greenery in the background.
	A patio with a wooden table and chairs surrounded by potted plants and a covered entrance to a brick house.
	A person stands in a wheat field, facing a train on the horizon, with a blue sky and a website header above them.
	An aerial view of a large body of water with green fields and buildings along the shoreline.
	An outdoor fitness area featuring multiple weight machines and benches, surrounded by lush green trees and a paved path.
	A vintage document titled "Tapipry Oer Rouyines" from 1687, featuring handwritten text and decorative elements.
	A grand, white building with a red dome stands majestically in the center of a meticulously landscaped garden. The garden features neatly trimmed hedges and a central fountain, creating a symmetrical and serene atmosphere. The sky above is clear with a few scattered clouds, adding to the tranquil setting.
	A row of wooden picnic tables with metal legs are lined up on a paved surface in front of a large building.
	A person in a light blue coat stands on a grassy area with a bridge and buildings in the background.
	A bustling outdoor market with colorful tents and tables, featuring a variety of goods and people shopping or dining.
	A man in a white shirt and tie sits at a desk, examining a piece of paper closely.
	A woman in a white lab coat stands in front of two computer monitors, pointing at one screen with her right hand.
	A woman in a vintage dress sits at a table adorned with various pastries and a lit lamp, smoking a cigarette.
	A close-up view of a road with white lane markings and a concrete barrier in the background.
	A young woman stands on a city street, wearing a white blouse with sheer sleeves and a navy blue overalls. She has short, styled hair and is looking slightly to her left. The background features a storefront with large windows and a few pedestrians.
	Three vintage slot machines with colorful displays and buttons.
	A baseball player in a white uniform with "Sneaker" written on it stands behind a batting cage, preparing to hit a ball.
	A majestic waterfall cascades down a steep cliff into a serene green lake, surrounded by lush greenery and a paved road leading to a distant building.
	A minimalist bedroom with a large bed, wooden flooring, and a sliding glass door leading to a balcony.
	A person in a futuristic white and blue outfit stands on a rooftop with a cityscape and sunset in the background.
	A modern office space with two desks and chairs, featuring a large window that offers a stunning view of the iconic Sydney Opera House and the blue waters of Sydney Harbour.
	A metal platform with a blue and yellow striped edge is elevated on a set of stairs in an industrial setting.
	A framed certificate from "Cettiettant" sits on a wooden surface, flanked by a notebook and a small plant.
	A white SUV is parked in front of a building with two large garage doors and a sign that reads "Cafeteria." The building has a gray roof and is surrounded by trees under a blue sky with some clouds.
	A person is sitting at a table with a whipped cream hat on their head, holding a cup of coffee and drinking from it. The table has a book, a glass of orange juice, and another cup of coffee. The background includes a green wall and a brown door.
	A modern kitchen with wooden cabinets and a central island features stainless steel appliances, including a refrigerator, oven, microwave, and dishwasher. The countertop is light-colored, and there's a window above the sink.
	A person wearing a navy blue baseball jersey with white accents and white pants stands on a wooden porch, with a scenic view of green hills in the background.
	A panoramic view of a cityscape featuring modern skyscrapers and a river with boats, under a clear blue sky.
	A person wearing a white face mask and a beige knitted scarf sits in front of a bookshelf.
	A woman in a white lab coat stands at a kitchen counter, holding a spoon and looking at a notebook. The counter has various items including a cup, saucer, and a cutting board with a knife on it. The background features tiled walls and a window with blinds.
	A group of people in formal attire are gathered around a table by a large aquarium filled with colorful fish and aquatic plants.
	A modern office space with black leather chairs and wooden floors, featuring large windows and a sleek design.
	A group of musicians, including guitarists and a singer, perform on a grassy outdoor stage with trees and hills in the background.
	Four yellowed pages with black text and images on them.
	A room with teal lockers and yellow doors, a desk with a basket of white balls, and two hanging light fixtures.
	A young woman in a dark blue blazer sits at a table with a colorful tablecloth, smiling at the camera. Behind her is a fireplace with burning logs and a wooden mantel.
	A black plastic box with a white label and a logo is placed on a gray surface, possibly a step or a ledge.
	Three women in traditional attire sit at a table with books and a small golden object.
	A green and white motorcycle with black accents is shown from a side angle.
	Aerial view of a city with buildings and a river, including a train on tracks.
	A brown bear sits on a wooden surface, leaning over an open notebook with lined pages and handwritten notes.
	A large indoor pool with multiple lanes and yellow lane dividers, featuring a high ceiling with skylights and a modern architectural design.
	A person in a long coat and hat stands at the threshold of a door, gazing out onto a snowy landscape. To the right, a framed photograph hangs on a wall, depicting a serene winter scene with mountains and a clear sky.
	A brick house with a white garage door and a driveway leading to it.
	A magazine cover featuring two men in business attire, with text and icons indicating a discussion or comparison between "TheshnEpanrtove" and "Theercpters."
	A man in traditional Indian attire stands on a soccer field, surrounded by players and spectators in a large stadium.
	Two cyclists ride their bikes on a paved road lined with trees and greenery.
	A field of lavender plants under a partly cloudy sky.
	A modern living room with large glass doors leading to a golf course.
	A person wearing a blue cap and dark clothing is holding a green object in their right hand while walking on a sidewalk next to a house with a white fence. There is a red sign with white text on the left side of the image.
	A light blue shower curtain with vertical stripes hangs in front of a white bathtub, with a turquoise tiled wall and a white door with a gold doorknob in the background.
	A woman in a blue uniform is squatting on a city street, holding a white cup. She is smiling and looking at the camera. The background features a building with a sign that reads "1000 HONG KONG" and several traffic cones and barriers.
	A glass bottle with a cork lid sits on a wooden base, illuminated by a candle inside. The bottle has gold text and a crown emblem, suggesting it's a premium product.
	A stone staircase leads up to a stone wall with a fountain in the background.
	A yellow duck stands on a rocky cliff overlooking a turquoise sea and lush green hills under a blue sky with scattered clouds.
	The Sydney Opera House, a famous landmark in Australia, is situated on a body of water with a city skyline in the background.
	A well-lit grocery store aisle filled with neatly arranged shelves stocked with various products, including fresh produce and packaged goods.
	A vintage turquoise and black car with a white roof is parked inside a wooden structure with a slanted roof. The car has a classic design with round headlights and a prominent grill. The interior of the structure includes a wooden floor and a railing visible through the open door.

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Stock Photos (Asian People, Stable Diffusion 1.5)

Collage of randomly selected images from the dataset

Collection of synthetic stock photographs created with Stable Diffusion 1.5, emphasizing Asian people (including East Asians, Southeast Asians, South Asians, and Central Asians). Images were generated using a diverse set of prompts and filtered for quality, realism, and safety.

Supported Tasks

Image generation
Image captioning
Visual representation learning
Fairness and diversity analysis in generative models

Dataset Structure

Each entry in the dataset includes:

The generated image (512 × 512 RGB)
The automatically generated caption

The metadata of each image file contains its generation parameters. Note that the input prompts may not resemble the generated images and their captions.

Dataset Creation

Generation Process

Software: AUTOMATIC1111/stable-diffusion-webui v1.10.1 (Python 3.10.12, Torch 2.1.2+cu121, xformers 0.0.23.post1)
Models used:
- leosamsHelloworldXL_filmGrain20
- redcraftCADSUpdatedApr28_relustion15FP32
- evalisenniaSD15Ultra_v10
- asianRealismByStable_v4
Prompts: Each image was generated using a random sample of 10 phrases from the first 100 000 rows of agentlans/noun-phrases.
Negative prompt: CyberRealistic_Negative-neg
Sampling: DPM++ 2M, 20 steps, CFG Scale 7
Additional processing: ADetailer with person, face, and hand detection models

Filtering

Graphics and NSFW images removed using:
- timm/tiny_vit_21m_224.dist_in22k_ft_in1k (for graphics: drawing, cartoon, infographic, webpage, illustration, comic)
- Marqo/nsfw-image-detection-384 (for NSFW)
Outlier removal with isolation forest (contamination=0.1) using:
- resnet18 embeddings
- CLIP-based detection (openai/clip-vit-large-patch14) of problematic body parts (repeated 3 times)

Captioning

Captions generated with Qwen/Qwen2.5-VL-3B-Instruct
- System prompt: "You are an expert image captioner."
- User prompt: "Write a concise, clear caption describing the picture."

Languages

Captions are in English. Prompts are in English and consist of diverse noun phrases.

Limitations

Some images exhibit artifacts, unrealistic features, or visual distortions.
The dataset includes individuals of various ethnic backgrounds, not exclusively Asians.
Contains identifiable individuals, including celebrities and politicians.
Due to prompt limitations, the dataset does not fully capture the diversity of Asian cultures, art forms, or traditional contexts.
Captions are automatically generated and may not be appropriate for all use cases.

Licence

Creative Commons Zero 1.0

Downloads last month: 108

Size of downloaded dataset files:

376 MB

Size of the auto-converted Parquet files:

387 MB

Number of rows:

6,739